RAG & Knowledge Bases
800 results — 125 downloadable workflow files, 675 source-linked n8n references
Calendar Data To Vector Store
On a Google Calendar event, runs a security check and stores embeddings in a vector database.
Agentic RAG Knowledge Agent
On chat or Google Drive uploads, embeds files into Supabase vectors and answers questions via an OpenAI agent with Postgres memory.
Pinecone Assistant
On a chat message, runs an OpenRouter agent with calculator and HTTP tools that retrieves answers from Pinecone and Supabase vector stores.
Tool - Memory Add
When called as a tool, splits text, embeds it with Google Gemini, and stores it in a Pinecone vector store.
Tool - Memory Search
When called as a tool, queries a Pinecone vector store and retrieves the most relevant stored memories.
Demo: RAG in n8n
On document upload, embeds content with Ollama into a PGVector store, then answers chat questions through a retrieval agent.
Scheduled AI Knowledge Summary
On a schedule, queries a vector database and generates an OpenAI summary.
Scheduled Telegram Knowledge Bot
On a schedule, queries a vector database, sends a Telegram message, and generates an OpenAI reply.
Webhook Slack Knowledge Assistant
On a webhook, searches a vector database for context, posts to Slack, and generates an OpenAI response.
Scheduled Slack Knowledge Replies
On a schedule, pulls Slack context, queries a vector database, and posts an OpenAI-generated reply.
Webhook Vector Search Responder
On a webhook, retrieves context from a vector database and answers with OpenAI.
Scheduled Vector Knowledge Generator
On a schedule, retrieves context from a vector database and generates a response with OpenAI.
Telegram Vector Search Assistant
On an HTTP request, retrieves context from a vector database, sends it to Telegram, and answers with OpenAI.
Scheduled Vector RAG Generator
On a schedule, retrieves context from a vector database and generates a response with LangChain and OpenAI.
AI PagerDuty Incident Trigger
On a schedule, retrieves vector context, analyzes it with OpenAI, and triggers PagerDuty incidents.
AI Incident Telegram Alert
On manual run, sends a Telegram message, retrieves vector context, analyzes with OpenAI, and triggers a PagerDuty incident.
AI Flight Deal Finder
On a schedule, retrieves vector-database context, queries OpenAI, and searches flights via Skyscanner.
Webhook To Slack Medium Vector DB
On a webhook, posts to Slack, publishes to Medium, and stores the content in a vector database.
Airtable to MySQL Vector Sync
On a schedule, reads Airtable records, syncs them to MySQL, and indexes embeddings in a vector database.
Pinecone io n8n templates assistant quickstart
On a chat message, an OpenAI agent queries a Pinecone assistant to answer questions and ingests documents fetched over HTTP.
Pinecone io n8n templates database quickstart
On a chat message, an OpenAI agent retrieves answers from a Pinecone vector store, chunking and embedding ingested documents.
Pinecone io n8n templates datacamp codealong
On a chat message, an OpenAI agent answers questions through a Pinecone assistant and ingests documents fetched over HTTP.
Pinecone io n8n templates query support docs via dropbox and slack
On a Slack message, an OpenAI agent queries support docs via a Pinecone assistant and Dropbox, then replies in Slack.
Pinecone io n8n templates assistant quickstart
On a chat message, runs an OpenAI agent with MCP tools to query a Pinecone assistant and return answers.